{"id":"W2319648114","doi":"10.3183/npprj-2014-29-01-p031-040","title":"Critical discussion of light scattering and microscopy techniques for CNC particle sizing","year":2014,"lang":"en","type":"article","venue":"Nordic Pulp & Paper Research Journal","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"Natural Resources Canada; ArboraNano","keywords":"Sizing; Particle (ecology); Microscopy; Materials science; Light scattering; Optics; Nanotechnology; Composite material; Scattering; Chemistry; Physics; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009188959,0.00008537749,0.0001432394,0.00008931688,0.0002690597,0.0001105856,0.000115929,0.0000521678,0.00002097546],"category_scores_gemma":[0.0005126915,0.00006002908,0.0000335725,0.0001263801,0.00008912996,0.0003817331,0.00005235839,0.0003324252,0.000001077936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003283391,"about_ca_system_score_gemma":0.00001791323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001614519,"about_ca_topic_score_gemma":0.000002328651,"domain_scores_codex":[0.9990196,0.00005033203,0.0002262412,0.0001199294,0.0002268322,0.0003570798],"domain_scores_gemma":[0.999372,0.0001853941,0.00002339795,0.0001010134,0.0001751459,0.0001430429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006291105,0.0000332799,0.001123119,0.0004126781,0.00001454739,0.000002504022,0.0004223169,0.001640631,0.8190537,0.0008562846,0.0002350514,0.176143],"study_design_scores_gemma":[0.001498812,0.001171566,0.001848303,0.001678905,0.00004296216,0.0002131597,0.0006800713,0.1224705,0.7855711,0.02341446,0.06081667,0.0005935368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1105709,0.002377729,0.8812788,0.003917573,0.0002072309,0.0003112486,0.000005843798,0.0001516242,0.001179018],"genre_scores_gemma":[0.9632088,0.0004761033,0.03601742,0.00002836658,0.0001820934,0.00002022203,0.00000106924,0.00002963103,0.00003627746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8526379,"threshold_uncertainty_score":0.2447915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218972141333839,"score_gpt":0.3684730961165018,"score_spread":0.3462833747031634,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}